DocumentCode
931370
Title
Distortion-rate theory for individual sequences
Author
Ziv, Jacob
Volume
26
Issue
2
fYear
1980
fDate
3/1/1980 12:00:00 AM
Firstpage
137
Lastpage
143
Abstract
For every individual infinite sequence
we define a distortion-rate function
which is shown to be an asymptotically attainable lower bound on the distortion that can be achieved for
by any finite-state encoder which operates at a fixed output information rate
. This is done by means of a coding theorem and its converse. No probabilistic characterization of
is assumed. The coding theorem demonstrates the existence of {em universal} encoders which are asymptotically optimal for every infinite sequence over a given finite alphabet. The transmission of individual sequences via a noisy channel with a capacity
is also investigated. It is shown that, for every given sequence
and any finite-state encoder, the average distortion with respect to the channel statistics is lower bounded by
. Furthermore
is asymptotically attainable.
we define a distortion-rate function
which is shown to be an asymptotically attainable lower bound on the distortion that can be achieved for
by any finite-state encoder which operates at a fixed output information rate
. This is done by means of a coding theorem and its converse. No probabilistic characterization of
is assumed. The coding theorem demonstrates the existence of {em universal} encoders which are asymptotically optimal for every infinite sequence over a given finite alphabet. The transmission of individual sequences via a noisy channel with a capacity
is also investigated. It is shown that, for every given sequence
and any finite-state encoder, the average distortion with respect to the channel statistics is lower bounded by
. Furthermore
is asymptotically attainable.Keywords
Rate-distortion theory; Source coding; Channel capacity; Codes; Data compression; Decoding; Delay; Distortion measurement; Entropy; Error analysis; Jacobian matrices; Statistics;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/TIT.1980.1056164
Filename
1056164
Link To Document